The essentials of regression analysis through practical applications
Regression analysis is a conceptually simple method for investigating relationships among variables. Carrying out a successful application of regression analysis, however, requires a balance of theoretical results, empirical rules, and subjective judgement. Regression Analysis by Example, Fourth Edition has been expanded and thoroughly updated to reflect recent advances in the field. The emphasis continues to be on exploratory data analysis rather than statistical theory. The book offers in-depth treatment of regression diagnostics, transformation, multicollinearity, logistic regression, and robust regression.
This new edition features the following enhancements:
Chapter 12, Logistic Regression, is expanded to reflect the increased use of the logit models in statistical analysis
A new chapter entitled Further Topics discusses advanced areas of regression analysis
Reorganized, expanded, and upgraded exercises appear at the end of each chapter
A fully integrated Web page provides data sets
Numerous graphical displays highlight the significance of visual appeal
Regression Analysis by Example, Fourth Edition is suitable for anyone with an understanding of elementary statistics. Methods of regression analysis are clearly demonstrated, and examples containing the types of irregularities commonly encountered in the real world are provided. Each example isolates one or two techniques and features detailed discussions of the techniques themselves, the required assumptions, and the evaluated success of each technique. The methods described throughout the book can be carried out with most of the currently available statistical software packages, such as the software package R.
An Instructor's Manual presenting detailed solutions to all the problems in the book is available from the Wiley editorial department.
發表於2024-12-22
Regression Analysis by Example 2024 pdf epub mobi 電子書 下載
國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
圖書標籤: 統計學 迴歸分析 統計 statistics regression 教材 統計學與機器學習 統計專業課程
讀瞭好久啊。。。覺得必要時,會重新讀。。。
評分讀過最棒的迴歸分析的書籍,沒有之一。
評分評分卡入門書
評分容易讀懂
評分看的是舊一版的,例子都不錯,可惜沒有跟上時代潮流的感覺,很多統計用的包可以免去大部分的麻煩。
Regression Analysis by Example 2024 pdf epub mobi 電子書 下載